Questions tagged [software-development]

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votes
1answer
61 views

How to Deploy your trained ML model in client VM without they getting access to code

I am new to deployment and have a basic doubt about deploying my ML code on client's vm. So I have built a python project which collects data from client site, processing, predicts and displays the ...
1
vote
0answers
255 views

Surface Pro 6 vs Macbook Pro for Professional Data Science Practice

[I strongly agree this is totally very opinionated question, thus narrators feel free to vote to close it if you feel it is right, but I find endless pros and cons on the Internet, I've decided to ask ...
1
vote
0answers
42 views

Python, Tkinter, Application packaging and distributing with custom packages

I have built an application on Tkinter in Python 3 and I want to package that application with all the dependent packages. I would want to build the .exe application of my python script that installs ...
0
votes
2answers
29 views

Keep track of trainings, datasets eetc

After searching quite some time for it on Google I could not find a sufficient software/toolbox that can manage trainings of neural networks. I thought of a program that combines visualization ...
1
vote
1answer
32 views

Visualizing software metrics

I have the below sets of data per application, you can call them as software metrics. These metrics vary depending on the size of an application. ...
1
vote
0answers
32 views

I want to learn how to construct data science packages on top of core packages. Is there a list of excellent data science packages I can learn from? [closed]

Short question I want to learn how to construct data science packages on top of core packages. Is there a list of excellent data science packages I can learn from? Long question I recently came ...
0
votes
0answers
25 views

Logistics of blob models

Looking on data science pipelines from a DevOps point of view, what are best practices here? A data scientist would train a model locally and commit it to a source code repo where you build the tool ...
2
votes
0answers
329 views

Diagramming data science workflow?

I'm working on a consulting project for a tech client, and caught myself scratching my head about what the best way to present advanced analytics workflow is. What will be shown to the panel will ...
3
votes
1answer
148 views

What does a professional DS stack look like? [closed]

I'm looking for resources that talk about best practices or simply some examples (at specific companies or in general) on how tech companies that heavily use machine learning like Twitter, Facebook ...
3
votes
2answers
376 views

From development environment to production

I have been working on a project as part of my master degree in participation with a firm. I developed a predictive model in the past few months that is essentially a document classification model. ...
10
votes
2answers
542 views

Software Testing for Data Science in R

I often use Nose, Tox or Unittest when testing my python code, specially when it has to be integrated with other modules or other pieces of code. However, now that I've found myself using R more than ...
1
vote
2answers
459 views

Big data and data mining for CRM?

We are currently developing a customer relationship management software for SME's. What I'd like to structure for our future CRM is developing CRM with a social-based approach (Social CRM). Therefore ...
4
votes
1answer
447 views

How to access maximum volume of tweets using Twitter Streaming API, without firehose access?

Twitter is a popular source of data for many applications, especially involving sentiment analysis and the like. I have some things I'm interested in doing with Twitter data, but here's the issue: ...
5
votes
5answers
506 views

Can Machine Learning be applied in software developement [closed]

I'm from programming background. I'm now learning Analytics. I'm learning concepts from basic statistics to model building like linear regression, logistic regression, time-series analysis, etc., As ...